Final RMSE
0.148
Training Samples
2197
Avg Sale Price
$182K
| Model | Parameters | CV RMSE | |
|---|---|---|---|
| 0 | Ridge | alpha=10 | 0.1488 |
| 1 | Lasso | alpha=0.0001 | 0.1488 |
| 2 | ElasticNet | alpha=0.001, l1=0.2 | 0.1483 |
Quality and living area were the biggest drivers, no suprise.
NeighborhoodsNeinborhoods have significatn price diffrences, with incremental changes.
Model ChoiceElastic net was the best which could mean lots of multicollinearity.